Pandas Profiling Report

Dataset info

Number of variables	33
Number of observations	569
Missing cells	569 (3.0%)
Duplicate rows	0 (0.0%)
Total size in memory	146.8 KiB
Average record size in memory	264.1 B

Variables types

Numeric	21
Categorical	1
Boolean	0
Date	0
URL	0
Text (Unique)	0
Rejected	11
Unsupported	0

Warnings

`area_worst` is highly correlated with `area_mean` (ρ = 0.9592133256)	Rejected
`concave_points_mean` has 13 (2.3%) zeros	Zeros
`concave_points_se` has 13 (2.3%) zeros	Zeros
`concave_points_worst` is highly correlated with `concave_points_mean` (ρ = 0.9101553143)	Rejected
`concavity_mean` is highly correlated with `concave_points_mean` (ρ = 0.9213910264)	Rejected
`concavity_se` has 13 (2.3%) zeros	Zeros
`concavity_worst` has 13 (2.3%) zeros	Zeros
`perimeter_mean` is highly correlated with `area_worst` (ρ = 0.941549808)	Rejected
`perimeter_se` is highly correlated with `area_se` (ρ = 0.937655407)	Rejected
`perimeter_worst` is highly correlated with `perimeter_mean` (ρ = 0.970386887)	Rejected
`radius_mean` is highly correlated with `perimeter_worst` (ρ = 0.965136514)	Rejected
`radius_se` is highly correlated with `perimeter_se` (ρ = 0.972793677)	Rejected
`radius_worst` is highly correlated with `radius_mean` (ρ = 0.9695389726)	Rejected
`texture_worst` is highly correlated with `texture_mean` (ρ = 0.9120445888)	Rejected
`Unnamed_32` has constant value "nan"	Rejected

area_mean
Numeric

Distinct count	539
Unique (%)	94.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	654.8891037
Minimum	143.5
Maximum	2501
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	143.5
5-th percentile	275.78
Q1	420.3
Median	551.1
Q3	782.7
95-th percentile	1309.8
Maximum	2501
Range	2357.5
Interquartile range	362.4

Descriptive statistics

Standard deviation	351.9141292
Coef of variation	0.5373644594
Kurtosis	3.652302762
Mean	654.8891037
MAD	263.4833843
Skewness	1.645732176
Sum	372631.9
Variance	123843.5543
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 143.5 221.25 358.25 603.15 718.2 1330.5 1801. 2501. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
512.2	3	0.5%
1214	2	0.4%
399.8	2	0.4%
758.6	2	0.4%
1075	2	0.4%
372.7	2	0.4%
684.5	2	0.4%
716.6	2	0.4%
1138	2	0.4%
658.8	2	0.4%
Other values (529)	548	96.3%

Minimum 5 values

Value	Count	Frequency (%)
143.5	1	0.2%
170.4	1	0.2%
178.8	1	0.2%
181	1	0.2%
201.9	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
2501	1	0.2%
2499	1	0.2%
2250	1	0.2%
2010	1	0.2%
1878	1	0.2%

area_se
Numeric

Distinct count	528
Unique (%)	92.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	40.33707909
Minimum	6.802
Maximum	542.2
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	6.802
5-th percentile	11.36
Q1	17.85
Median	24.53
Q3	45.19
95-th percentile	115.8
Maximum	542.2
Range	535.398
Interquartile range	27.34

Descriptive statistics

Standard deviation	45.49100552
Coef of variation	1.127771434
Kurtosis	49.20907651
Mean	40.33707909
MAD	27.19650653
Skewness	5.447186285
Sum	22951.798
Variance	2069.431583
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 6.802 11.185 25.21 35.185 54.2 106.2 178.35 542.2 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
17.67	3	0.5%
16.64	3	0.5%
18.54	3	0.5%
16.97	3	0.5%
14.91	2	0.4%
19.53	2	0.4%
12.67	2	0.4%
44.41	2	0.4%
17.86	2	0.4%
20.56	2	0.4%
Other values (518)	545	95.8%

Minimum 5 values

Value	Count	Frequency (%)
6.802	1	0.2%
7.228	1	0.2%
7.254	1	0.2%
7.326	1	0.2%
8.205	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
542.2	1	0.2%
525.6	1	0.2%
233	1	0.2%
224.1	1	0.2%
199.7	1	0.2%

area_worst
Highly correlated

This variable is highly correlated with area_mean and should be ignored for analysis

Correlation	0.9592133256

compactness_mean
Numeric

Distinct count	537
Unique (%)	94.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1043409842
Minimum	0.01938
Maximum	0.3454
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.01938
5-th percentile	0.04066
Q1	0.06492
Median	0.09263
Q3	0.1304
95-th percentile	0.2087
Maximum	0.3454
Range	0.32602
Interquartile range	0.06548

Descriptive statistics

Standard deviation	0.05281275793
Coef of variation	0.5061554512
Kurtosis	1.650130467
Mean	0.1043409842
MAD	0.04110524022
Skewness	1.190123031
Sum	59.37002
Variance	0.0027891874
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.01938 0.033955 0.049685 0.086015 0.13425 0.17095 0.24355 0.3454 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.1206	3	0.5%
0.1147	3	0.5%
0.04994	2	0.4%
0.1339	2	0.4%
0.1267	2	0.4%
0.2087	2	0.4%
0.07722	2	0.4%
0.07698	2	0.4%
0.03834	2	0.4%
0.1599	2	0.4%
Other values (527)	547	96.1%

Minimum 5 values

Value	Count	Frequency (%)
0.01938	1	0.2%
0.02344	1	0.2%
0.0265	1	0.2%
0.02675	1	0.2%
0.03116	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.3454	1	0.2%
0.3114	1	0.2%
0.2867	1	0.2%
0.2839	1	0.2%
0.2832	1	0.2%

compactness_se
Numeric

Distinct count	541
Unique (%)	95.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.02547813884
Minimum	0.002252
Maximum	0.1354
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.002252
5-th percentile	0.0078922
Q1	0.01308
Median	0.02045
Q3	0.03245
95-th percentile	0.060578
Maximum	0.1354
Range	0.133148
Interquartile range	0.01937

Descriptive statistics

Standard deviation	0.01790817933
Coef of variation	0.702884125
Kurtosis	5.106252483
Mean	0.02547813884
MAD	0.01313842534
Skewness	1.90222071
Sum	14.497061
Variance	0.0003207028868
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.002252 0.0079 0.018195 0.035 0.04957 0.07557 0.1354 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.0231	3	0.5%
0.01104	3	0.5%
0.01812	3	0.5%
0.02219	2	0.4%
0.01877	2	0.4%
0.01382	2	0.4%
0.01395	2	0.4%
0.01587	2	0.4%
0.009169	2	0.4%
0.0118	2	0.4%
Other values (531)	546	96.0%

Minimum 5 values

Value	Count	Frequency (%)
0.002252	1	0.2%
0.003012	1	0.2%
0.00371	1	0.2%
0.003746	1	0.2%
0.00466	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.1354	1	0.2%
0.1064	1	0.2%
0.1006	1	0.2%
0.09806	1	0.2%
0.09586	1	0.2%

compactness_worst
Numeric

Distinct count	529
Unique (%)	93.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2542650439
Minimum	0.02729
Maximum	1.058
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.02729
5-th percentile	0.071196
Q1	0.1472
Median	0.2119
Q3	0.3391
95-th percentile	0.56412
Maximum	1.058
Range	1.03071
Interquartile range	0.1919

Descriptive statistics

Standard deviation	0.1573364889
Coef of variation	0.6187893014
Kurtosis	3.039288172
Mean	0.2542650439
MAD	0.1196837444
Skewness	1.4735549
Sum	144.67681
Variance	0.02475477074
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.02729 0.0646 0.25805 0.42735 0.62055 1.058 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.3416	3	0.5%
0.1486	3	0.5%
0.1822	2	0.4%
0.3089	2	0.4%
0.1517	2	0.4%
0.07348	2	0.4%
0.1582	2	0.4%
0.4061	2	0.4%
0.171	2	0.4%
0.3055	2	0.4%
Other values (519)	547	96.1%

Minimum 5 values

Value	Count	Frequency (%)
0.02729	1	0.2%
0.03432	1	0.2%
0.04327	1	0.2%
0.04619	1	0.2%
0.04712	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
1.058	1	0.2%
0.9379	1	0.2%
0.9327	1	0.2%
0.8681	1	0.2%
0.8663	1	0.2%

concave_points_mean
Numeric

Distinct count	542
Unique (%)	95.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.04891914587
Minimum	0
Maximum	0.2012
Zeros (%)	2.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.0056208
Q1	0.02031
Median	0.0335
Q3	0.074
95-th percentile	0.12574
Maximum	0.2012
Range	0.2012
Interquartile range	0.05369

Descriptive statistics

Standard deviation	0.03880284486
Coef of variation	0.7932036459
Kurtosis	1.066555703
Mean	0.04891914587
MAD	0.03145979977
Skewness	1.171180081
Sum	27.834994
Variance	0.001505660769
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.000926 0.011065 0.03395 0.097735 0.1512 0.2012 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	13	2.3%
0.02864	3	0.5%
0.1242	2	0.4%
0.05252	2	0.4%
0.05778	2	0.4%
0.02031	2	0.4%
0.01924	2	0.4%
0.01615	2	0.4%
0.02594	2	0.4%
0.1471	2	0.4%
Other values (532)	537	94.4%

Minimum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.001852	1	0.2%
0.002404	1	0.2%
0.002924	1	0.2%
0.002941	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.2012	1	0.2%
0.1913	1	0.2%
0.1878	1	0.2%
0.1845	1	0.2%
0.1823	1	0.2%

concave_points_se
Numeric

Distinct count	507
Unique (%)	89.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.01179613708
Minimum	0
Maximum	0.05279
Zeros (%)	2.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.0038308
Q1	0.007638
Median	0.01093
Q3	0.01471
95-th percentile	0.022884
Maximum	0.05279
Range	0.05279
Interquartile range	0.007072

Descriptive statistics

Standard deviation	0.006170285174
Coef of variation	0.5230767607
Kurtosis	5.126301943
Mean	0.01179613708
MAD	0.004527923166
Skewness	1.444678145
Sum	6.712002
Variance	3.807241913e-05
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.0049695 0.01391 0.01914 0.02886 0.05279 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	13	2.3%
0.0111	3	0.5%
0.01167	3	0.5%
0.01499	3	0.5%
0.01841	2	0.4%
0.01043	2	0.4%
0.012	2	0.4%
0.009155	2	0.4%
0.0191	2	0.4%
0.01262	2	0.4%
Other values (497)	535	94.0%

Minimum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.001852	1	0.2%
0.002386	1	0.2%
0.002404	1	0.2%
0.002924	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.05279	1	0.2%
0.0409	1	0.2%
0.03927	1	0.2%
0.03487	1	0.2%
0.03441	1	0.2%

concave_points_worst
Highly correlated

This variable is highly correlated with concave_points_mean and should be ignored for analysis

Correlation	0.9101553143

concavity_mean
Highly correlated

This variable is highly correlated with concave_points_mean and should be ignored for analysis

Correlation	0.9213910264

concavity_se
Numeric

Distinct count	533
Unique (%)	93.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.03189371634
Minimum	0
Maximum	0.396
Zeros (%)	2.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.0032526
Q1	0.01509
Median	0.02589
Q3	0.04205
95-th percentile	0.078936
Maximum	0.396
Range	0.396
Interquartile range	0.02696

Descriptive statistics

Standard deviation	0.03018606032
Coef of variation	0.9464579166
Kurtosis	48.8613953
Mean	0.03189371634
MAD	0.0186080085
Skewness	5.110463049
Sum	18.1475246
Variance	0.0009111982378
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 3.4600e-04 9.9315e-03 3.1310e-02 5.7560e-02 8.1950e-02 1.4865e-01 3.9600e-01], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	13	2.3%
0.01376	2	0.4%
0.04344	2	0.4%
0.018	2	0.4%
0.02681	2	0.4%
0.02071	2	0.4%
0.03872	2	0.4%
0.01652	2	0.4%
0.02185	2	0.4%
0.02664	2	0.4%
Other values (523)	538	94.6%

Minimum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.000692	1	0.2%
0.0007929	1	0.2%
0.0009737	1	0.2%
0.001128	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.396	1	0.2%
0.3038	1	0.2%
0.1535	1	0.2%
0.1438	1	0.2%
0.1435	1	0.2%

concavity_worst
Numeric

Distinct count	539
Unique (%)	94.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2721884833
Minimum	0
Maximum	1.252
Zeros (%)	2.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.01836
Q1	0.1145
Median	0.2267
Q3	0.3829
95-th percentile	0.68238
Maximum	1.252
Range	1.252
Interquartile range	0.2684

Descriptive statistics

Standard deviation	0.2086242806
Coef of variation	0.7664699038
Kurtosis	1.615253298
Mean	0.2721884833
MAD	0.1646995763
Skewness	1.150236822
Sum	154.875247
Variance	0.04352409046
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 9.2250e-04 1.9580e-01 4.0345e-01 7.3960e-01 1.2520e+00], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	13	2.3%
0.1377	3	0.5%
0.4504	3	0.5%
0.1804	2	0.4%
0.3853	2	0.4%
0.4024	2	0.4%
0.256	2	0.4%
0.1811	2	0.4%
0.1564	2	0.4%
0.3344	2	0.4%
Other values (529)	536	94.2%

Minimum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.001845	1	0.2%
0.003581	1	0.2%
0.004955	1	0.2%
0.005518	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
1.252	1	0.2%
1.17	1	0.2%
1.105	1	0.2%
0.9608	1	0.2%
0.9387	1	0.2%

diagnosis
Categorical

Distinct count	2
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

B	357
M	212

Toggle details

Common values
Composition

Value	Count	Frequency (%)
B	357	62.7%
M	212	37.3%

Max length	1
Mean length	1
Min length	1
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

fractal_dimension_mean
Numeric

Distinct count	499
Unique (%)	87.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.06279760984
Minimum	0.04996
Maximum	0.09744
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.04996
5-th percentile	0.053926
Q1	0.0577
Median	0.06154
Q3	0.06612
95-th percentile	0.07609
Maximum	0.09744
Range	0.04748
Interquartile range	0.00842

Descriptive statistics

Standard deviation	0.007060362795
Coef of variation	0.1124304382
Kurtosis	3.00589212
Mean	0.06279760984
MAD	0.005306453526
Skewness	1.304488813
Sum	35.73184
Variance	4.98487228e-05
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.04996 0.052285 0.055015 0.063465 0.0692 0.07417 0.08252 0.09744 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.05667	3	0.5%
0.06113	3	0.5%
0.05913	3	0.5%
0.06782	3	0.5%
0.05907	3	0.5%
0.05715	2	0.4%
0.06758	2	0.4%
0.06331	2	0.4%
0.05866	2	0.4%
0.06284	2	0.4%
Other values (489)	544	95.6%

Minimum 5 values

Value	Count	Frequency (%)
0.04996	1	0.2%
0.05024	1	0.2%
0.05025	1	0.2%
0.05044	1	0.2%
0.05054	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.09744	1	0.2%
0.09575	1	0.2%
0.09502	1	0.2%
0.09296	1	0.2%
0.0898	1	0.2%

fractal_dimension_se
Numeric

Distinct count	545
Unique (%)	95.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.003794903866
Minimum	0.0008948
Maximum	0.02984
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.0008948
5-th percentile	0.0015216
Q1	0.002248
Median	0.003187
Q3	0.004558
95-th percentile	0.0079598
Maximum	0.02984
Range	0.0289452
Interquartile range	0.00231

Descriptive statistics

Standard deviation	0.002646070967
Coef of variation	0.6972695647
Kurtosis	26.28084749
Mean	0.003794903866
MAD	0.001664151128
Skewness	3.92396862
Sum	2.1593003
Variance	7.001691563e-06
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0008948 0.0015165 0.0028255 0.004836 0.0062265 0.008223 0.01291 0.02984 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.002205	2	0.4%
0.002887	2	0.4%
0.003318	2	0.4%
0.001906	2	0.4%
0.00456	2	0.4%
0.001976	2	0.4%
0.003696	2	0.4%
0.003224	2	0.4%
0.002551	2	0.4%
0.001892	2	0.4%
Other values (535)	549	96.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0008948	1	0.2%
0.0009502	1	0.2%
0.0009683	1	0.2%
0.001002	1	0.2%
0.001058	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.02984	1	0.2%
0.02286	1	0.2%
0.02193	1	0.2%
0.01792	1	0.2%
0.01298	1	0.2%

fractal_dimension_worst
Numeric

Distinct count	535
Unique (%)	94.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.08394581722
Minimum	0.05504
Maximum	0.2075
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.05504
5-th percentile	0.062558
Q1	0.07146
Median	0.08004
Q3	0.09208
95-th percentile	0.11952
Maximum	0.2075
Range	0.15246
Interquartile range	0.02062

Descriptive statistics

Standard deviation	0.01806126735
Coef of variation	0.2151538688
Kurtosis	5.244610556
Mean	0.08394581722
MAD	0.01340966682
Skewness	1.662579266
Sum	47.76517
Variance	0.0003262093782
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.05504 0.06419 0.083245 0.09356 0.1085 0.14385 0.2075 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.07427	3	0.5%
0.1297	2	0.4%
0.07918	2	0.4%
0.08633	2	0.4%
0.09136	2	0.4%
0.07623	2	0.4%
0.08174	2	0.4%
0.0895	2	0.4%
0.06915	2	0.4%
0.1023	2	0.4%
Other values (525)	548	96.3%

Minimum 5 values

Value	Count	Frequency (%)
0.05504	1	0.2%
0.05521	1	0.2%
0.05525	1	0.2%
0.05695	1	0.2%
0.05737	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.2075	1	0.2%
0.173	1	0.2%
0.1486	1	0.2%
0.1446	1	0.2%
0.1431	1	0.2%

id
Numeric

Distinct count	569
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	30371831.43
Minimum	8670
Maximum	911320502
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	8670
5-th percentile	90267
Q1	869218
Median	906024
Q3	8813129
95-th percentile	90424461.4
Maximum	911320502
Range	911311832
Interquartile range	7943911

Descriptive statistics

Standard deviation	125020585.6
Coef of variation	4.116333448
Kurtosis	42.19319416
Mean	30371831.43
MAD	47795087.13
Skewness	6.473751802
Sum	1.728157208e+10
Variance	1.563014683e+16
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[8.67000000e+03 8.98100000e+03 8.59615000e+04 9.23045000e+04 8.42409500e+05 ... 9.19550515e+07 8.71001502e+08 9.11226752e+08 9.11320502e+08 9.11320502e+08], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
883263	1	0.2%
906564	1	0.2%
89122	1	0.2%
9013579	1	0.2%
868682	1	0.2%
859465	1	0.2%
859464	1	0.2%
911685	1	0.2%
895299	1	0.2%
909220	1	0.2%
Other values (559)	559	98.2%

Minimum 5 values

Value	Count	Frequency (%)
8670	1	0.2%
8913	1	0.2%
8915	1	0.2%
9047	1	0.2%
85715	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
911320502	1	0.2%
911320501	1	0.2%
911296202	1	0.2%
911296201	1	0.2%
911157302	1	0.2%

perimeter_mean
Highly correlated

This variable is highly correlated with area_worst and should be ignored for analysis

Correlation	0.941549808

perimeter_se
Highly correlated

This variable is highly correlated with area_se and should be ignored for analysis

Correlation	0.937655407

perimeter_worst
Highly correlated

This variable is highly correlated with perimeter_mean and should be ignored for analysis

Correlation	0.970386887

radius_mean
Highly correlated

This variable is highly correlated with perimeter_worst and should be ignored for analysis

Correlation	0.965136514

radius_se
Highly correlated

This variable is highly correlated with perimeter_se and should be ignored for analysis

Correlation	0.972793677

radius_worst
Highly correlated

This variable is highly correlated with radius_mean and should be ignored for analysis

Correlation	0.9695389726

smoothness_mean
Numeric

Distinct count	474
Unique (%)	83.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.0963602812
Minimum	0.05263
Maximum	0.1634
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.05263
5-th percentile	0.075042
Q1	0.08637
Median	0.09587
Q3	0.1053
95-th percentile	0.11878
Maximum	0.1634
Range	0.11077
Interquartile range	0.01893

Descriptive statistics

Standard deviation	0.01406412814
Coef of variation	0.1459535813
Kurtosis	0.8559749304
Mean	0.0963602812
MAD	0.01116098863
Skewness	0.4563237648
Sum	54.829
Variance	0.0001977997003
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.05263 0.068555 0.079315 0.10755 0.1171 0.12885 0.1634 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.1007	5	0.9%
0.1075	4	0.7%
0.1054	4	0.7%
0.115	4	0.7%
0.1089	3	0.5%
0.1037	3	0.5%
0.09462	3	0.5%
0.1049	3	0.5%
0.08511	3	0.5%
0.1066	3	0.5%
Other values (464)	534	93.8%

Minimum 5 values

Value	Count	Frequency (%)
0.05263	1	0.2%
0.06251	1	0.2%
0.06429	1	0.2%
0.06576	1	0.2%
0.06613	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.1634	1	0.2%
0.1447	1	0.2%
0.1425	1	0.2%
0.1398	1	0.2%
0.1371	1	0.2%

smoothness_se
Numeric

Distinct count	547
Unique (%)	96.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.00704097891
Minimum	0.001713
Maximum	0.03113
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.001713
5-th percentile	0.0036902
Q1	0.005169
Median	0.00638
Q3	0.008146
95-th percentile	0.012644
Maximum	0.03113
Range	0.029417
Interquartile range	0.002977

Descriptive statistics

Standard deviation	0.003002517944
Coef of variation	0.4264347305
Kurtosis	10.46983953
Mean	0.00704097891
MAD	0.002122905662
Skewness	2.314450057
Sum	4.006317
Variance	9.015114003e-06
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.001713 0.003154 0.0040925 0.0068065 0.008135 0.010975 0.01593 0.03113 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.01052	2	0.4%
0.00604	2	0.4%
0.005884	2	0.4%
0.007595	2	0.4%
0.005251	2	0.4%
0.006399	2	0.4%
0.01017	2	0.4%
0.006494	2	0.4%
0.01	2	0.4%
0.01038	2	0.4%
Other values (537)	549	96.5%

Minimum 5 values

Value	Count	Frequency (%)
0.001713	1	0.2%
0.002667	1	0.2%
0.002826	1	0.2%
0.002838	1	0.2%
0.002866	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.03113	1	0.2%
0.02333	1	0.2%
0.02177	1	0.2%
0.02075	1	0.2%
0.01835	1	0.2%

smoothness_worst
Numeric

Distinct count	411
Unique (%)	72.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.132368594
Minimum	0.07117
Maximum	0.2226
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.07117
5-th percentile	0.095734
Q1	0.1166
Median	0.1313
Q3	0.146
95-th percentile	0.17184
Maximum	0.2226
Range	0.15143
Interquartile range	0.0294

Descriptive statistics

Standard deviation	0.0228324294
Coef of variation	0.172491289
Kurtosis	0.5178251903
Mean	0.132368594
MAD	0.01795559947
Skewness	0.4154259963
Sum	75.31773
Variance	0.0005213198325
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.07117 0.09235 0.107 0.15625 0.19055 0.2226 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.1216	4	0.7%
0.1312	4	0.7%
0.1275	4	0.7%
0.1256	4	0.7%
0.1415	4	0.7%
0.1223	4	0.7%
0.1234	4	0.7%
0.1401	4	0.7%
0.1347	4	0.7%
0.1316	3	0.5%
Other values (401)	530	93.1%

Minimum 5 values

Value	Count	Frequency (%)
0.07117	1	0.2%
0.08125	1	0.2%
0.08409	1	0.2%
0.08484	1	0.2%
0.08567	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.2226	1	0.2%
0.2184	1	0.2%
0.2098	1	0.2%
0.2006	1	0.2%
0.1909	1	0.2%

symmetry_mean
Numeric

Distinct count	432
Unique (%)	75.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1811618629
Minimum	0.106
Maximum	0.304
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.106
5-th percentile	0.1415
Q1	0.1619
Median	0.1792
Q3	0.1957
95-th percentile	0.23072
Maximum	0.304
Range	0.198
Interquartile range	0.0338

Descriptive statistics

Standard deviation	0.02741428134
Coef of variation	0.1513247926
Kurtosis	1.287932992
Mean	0.1811618629
MAD	0.02114575814
Skewness	0.7256089734
Sum	103.0811
Variance	0.0007515428212
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.106 0.1338 0.15055 0.19785 0.22035 0.2596 0.304 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.1714	4	0.7%
0.1769	4	0.7%
0.1893	4	0.7%
0.1717	4	0.7%
0.1601	4	0.7%
0.2116	3	0.5%
0.193	3	0.5%
0.1619	3	0.5%
0.1861	3	0.5%
0.172	3	0.5%
Other values (422)	534	93.8%

Minimum 5 values

Value	Count	Frequency (%)
0.106	1	0.2%
0.1167	1	0.2%
0.1203	1	0.2%
0.1215	1	0.2%
0.122	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.304	1	0.2%
0.2906	1	0.2%
0.2743	1	0.2%
0.2678	1	0.2%
0.2655	1	0.2%

symmetry_se
Numeric

Distinct count	498
Unique (%)	87.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.02054229877
Minimum	0.007882
Maximum	0.07895
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.007882
5-th percentile	0.011758
Q1	0.01516
Median	0.01873
Q3	0.02348
95-th percentile	0.034988
Maximum	0.07895
Range	0.071068
Interquartile range	0.00832

Descriptive statistics

Standard deviation	0.008266371529
Coef of variation	0.4024073265
Kurtosis	7.896129828
Mean	0.02054229877
MAD	0.005819244146
Skewness	2.1951329
Sum	11.688568
Variance	6.833289825e-05
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.007882 0.010545 0.013155 0.021065 0.02797 0.03525 0.04523 0.07895 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.01344	4	0.7%
0.01536	3	0.5%
0.01897	3	0.5%
0.01884	3	0.5%
0.02045	3	0.5%
0.0187	3	0.5%
0.01924	3	0.5%
0.01454	3	0.5%
0.01647	3	0.5%
0.01719	2	0.4%
Other values (488)	539	94.7%

Minimum 5 values

Value	Count	Frequency (%)
0.007882	1	0.2%
0.009539	1	0.2%
0.009947	1	0.2%
0.01013	1	0.2%
0.01029	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.07895	1	0.2%
0.06146	1	0.2%
0.05963	1	0.2%
0.05628	1	0.2%
0.05543	1	0.2%

symmetry_worst
Numeric

Distinct count	500
Unique (%)	87.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2900755712
Minimum	0.1565
Maximum	0.6638
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.1565
5-th percentile	0.2127
Q1	0.2504
Median	0.2822
Q3	0.3179
95-th percentile	0.40616
Maximum	0.6638
Range	0.5073
Interquartile range	0.0675

Descriptive statistics

Standard deviation	0.06186746754
Coef of variation	0.2132805161
Kurtosis	4.444559518
Mean	0.2900755712
MAD	0.04487112098
Skewness	1.433927765
Sum	165.053
Variance	0.00382758354
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.1565 0.2095 0.22155 0.33225 0.3702 0.48725 0.6638 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.2226	3	0.5%
0.2369	3	0.5%
0.2383	3	0.5%
0.2972	3	0.5%
0.3196	3	0.5%
0.3109	3	0.5%
0.2694	2	0.4%
0.3103	2	0.4%
0.2404	2	0.4%
0.3187	2	0.4%
Other values (490)	543	95.4%

Minimum 5 values

Value	Count	Frequency (%)
0.1565	1	0.2%
0.1566	1	0.2%
0.1603	1	0.2%
0.1648	1	0.2%
0.1652	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.6638	1	0.2%
0.5774	1	0.2%
0.5558	1	0.2%
0.544	1	0.2%
0.5166	1	0.2%

texture_mean
Numeric

Distinct count	479
Unique (%)	84.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	19.28964851
Minimum	9.71
Maximum	39.28
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	9.71
5-th percentile	13.088
Q1	16.17
Median	18.84
Q3	21.8
95-th percentile	27.15
Maximum	39.28
Range	29.57
Interquartile range	5.63

Descriptive statistics

Standard deviation	4.301035768
Coef of variation	0.2229711841
Kurtosis	0.7583189724
Mean	19.28964851
MAD	3.38496465
Skewness	0.6504495421
Sum	10975.81
Variance	18.49890868
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 9.71 12.725 14.61 22.545 25.525 29.89 39.28 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
14.93	3	0.5%
15.7	3	0.5%
18.9	3	0.5%
16.84	3	0.5%
17.46	3	0.5%
18.22	3	0.5%
20.52	3	0.5%
16.85	3	0.5%
19.83	3	0.5%
18.89	2	0.4%
Other values (469)	540	94.9%

Minimum 5 values

Value	Count	Frequency (%)
9.71	1	0.2%
10.38	1	0.2%
10.72	1	0.2%
10.82	1	0.2%
10.89	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
39.28	1	0.2%
33.81	1	0.2%
33.56	1	0.2%
32.47	1	0.2%
31.12	1	0.2%

texture_se
Numeric

Distinct count	519
Unique (%)	91.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.216853427
Minimum	0.3602
Maximum	4.885
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.3602
5-th percentile	0.54014
Q1	0.8339
Median	1.108
Q3	1.474
95-th percentile	2.212
Maximum	4.885
Range	4.5248
Interquartile range	0.6401

Descriptive statistics

Standard deviation	0.5516483926
Coef of variation	0.4533400493
Kurtosis	5.349168692
Mean	1.216853427
MAD	0.4087402152
Skewness	1.646443809
Sum	692.3896
Variance	0.3043159491
Memory size	4.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.3602 0.62115 1.5105 1.976 2.9185 4.885 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.35	3	0.5%
1.268	3	0.5%
0.8561	3	0.5%
1.15	3	0.5%
1.428	2	0.4%
0.9429	2	0.4%
1.169	2	0.4%
1.39	2	0.4%
1.166	2	0.4%
1.199	2	0.4%
Other values (509)	545	95.8%

Minimum 5 values

Value	Count	Frequency (%)
0.3602	1	0.2%
0.3621	1	0.2%
0.3628	1	0.2%
0.3871	1	0.2%
0.3981	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
4.885	1	0.2%
3.896	1	0.2%
3.647	1	0.2%
3.568	1	0.2%
3.12	1	0.2%

texture_worst
Highly correlated

This variable is highly correlated with texture_mean and should be ignored for analysis

Correlation	0.9120445888

Unnamed_32
Constant

This variable is constant and should be ignored for analysis

Constant value	nan

First rows

	area_mean	area_se	area_worst	compactness_mean	compactness_se	compactness_worst	concave_points_mean	concave_points_se	concave_points_worst	concavity_mean	concavity_se	concavity_worst	diagnosis	fractal_dimension_mean	fractal_dimension_se	fractal_dimension_worst	id	perimeter_mean	perimeter_se	perimeter_worst	radius_mean	radius_se	radius_worst	smoothness_mean	smoothness_se	smoothness_worst	symmetry_mean	symmetry_se	symmetry_worst	texture_mean	texture_se	texture_worst	Unnamed_32
0	1001.0	153.40	2019.0	0.27760	0.04904	0.6656	0.14710	0.01587	0.2654	0.30010	0.05373	0.7119	M	0.07871	0.006193	0.11890	842302	122.80	8.589	184.60	17.99	1.0950	25.38	0.11840	0.006399	0.1622	0.2419	0.03003	0.4601	10.38	0.9053	17.33	NaN
1	1326.0	74.08	1956.0	0.07864	0.01308	0.1866	0.07017	0.01340	0.1860	0.08690	0.01860	0.2416	M	0.05667	0.003532	0.08902	842517	132.90	3.398	158.80	20.57	0.5435	24.99	0.08474	0.005225	0.1238	0.1812	0.01389	0.2750	17.77	0.7339	23.41	NaN
2	1203.0	94.03	1709.0	0.15990	0.04006	0.4245	0.12790	0.02058	0.2430	0.19740	0.03832	0.4504	M	0.05999	0.004571	0.08758	84300903	130.00	4.585	152.50	19.69	0.7456	23.57	0.10960	0.006150	0.1444	0.2069	0.02250	0.3613	21.25	0.7869	25.53	NaN
3	386.1	27.23	567.7	0.28390	0.07458	0.8663	0.10520	0.01867	0.2575	0.24140	0.05661	0.6869	M	0.09744	0.009208	0.17300	84348301	77.58	3.445	98.87	11.42	0.4956	14.91	0.14250	0.009110	0.2098	0.2597	0.05963	0.6638	20.38	1.1560	26.50	NaN
4	1297.0	94.44	1575.0	0.13280	0.02461	0.2050	0.10430	0.01885	0.1625	0.19800	0.05688	0.4000	M	0.05883	0.005115	0.07678	84358402	135.10	5.438	152.20	20.29	0.7572	22.54	0.10030	0.011490	0.1374	0.1809	0.01756	0.2364	14.34	0.7813	16.67	NaN
5	477.1	27.19	741.6	0.17000	0.03345	0.5249	0.08089	0.01137	0.1741	0.15780	0.03672	0.5355	M	0.07613	0.005082	0.12440	843786	82.57	2.217	103.40	12.45	0.3345	15.47	0.12780	0.007510	0.1791	0.2087	0.02165	0.3985	15.70	0.8902	23.75	NaN
6	1040.0	53.91	1606.0	0.10900	0.01382	0.2576	0.07400	0.01039	0.1932	0.11270	0.02254	0.3784	M	0.05742	0.002179	0.08368	844359	119.60	3.180	153.20	18.25	0.4467	22.88	0.09463	0.004314	0.1442	0.1794	0.01369	0.3063	19.98	0.7732	27.66	NaN
7	577.9	50.96	897.0	0.16450	0.03029	0.3682	0.05985	0.01448	0.1556	0.09366	0.02488	0.2678	M	0.07451	0.005412	0.11510	84458202	90.20	3.856	110.60	13.71	0.5835	17.06	0.11890	0.008805	0.1654	0.2196	0.01486	0.3196	20.83	1.3770	28.14	NaN
8	519.8	24.32	739.3	0.19320	0.03502	0.5401	0.09353	0.01226	0.2060	0.18590	0.03553	0.5390	M	0.07389	0.003749	0.10720	844981	87.50	2.406	106.20	13.00	0.3063	15.49	0.12730	0.005731	0.1703	0.2350	0.02143	0.4378	21.82	1.0020	30.73	NaN
9	475.9	23.94	711.4	0.23960	0.07217	1.0580	0.08543	0.01432	0.2210	0.22730	0.07743	1.1050	M	0.08243	0.010080	0.20750	84501001	83.97	2.039	97.65	12.46	0.2976	15.09	0.11860	0.007149	0.1853	0.2030	0.01789	0.4366	24.04	1.5990	40.68	NaN

Last rows

	area_mean	area_se	area_worst	compactness_mean	compactness_se	compactness_worst	concave_points_mean	concave_points_se	concave_points_worst	concavity_mean	concavity_se	concavity_worst	diagnosis	fractal_dimension_mean	fractal_dimension_se	fractal_dimension_worst	id	perimeter_mean	perimeter_se	perimeter_worst	radius_mean	radius_se	radius_worst	smoothness_mean	smoothness_se	smoothness_worst	symmetry_mean	symmetry_se	symmetry_worst	texture_mean	texture_se	texture_worst	Unnamed_32
559	403.5	16.97	474.2	0.10210	0.029820	0.25170	0.04105	0.01267	0.09653	0.11120	0.05738	0.3630	B	0.06570	0.004738	0.08732	925291	74.52	1.936	82.28	11.51	0.2388	12.480	0.09261	0.008200	0.12980	0.1388	0.01488	0.2112	23.93	2.904	37.16	NaN
560	600.4	29.84	706.7	0.11260	0.026780	0.22640	0.04304	0.01626	0.10480	0.04462	0.02071	0.1326	B	0.06171	0.005304	0.08321	925292	91.38	2.888	100.20	14.05	0.3645	15.300	0.09929	0.007256	0.12410	0.1537	0.02080	0.2250	27.15	1.492	33.17	NaN
561	386.0	22.81	439.6	0.03558	0.008878	0.05494	0.00000	0.00000	0.00000	0.00000	0.00000	0.0000	B	0.05502	0.001773	0.05905	925311	70.67	2.041	75.19	11.20	0.3141	11.920	0.07449	0.007594	0.09267	0.1060	0.01989	0.1566	29.37	3.896	38.30	NaN
562	716.9	22.65	915.0	0.20870	0.048440	0.79170	0.09429	0.01608	0.23560	0.25500	0.07359	1.1700	M	0.07152	0.006142	0.14090	925622	103.40	2.362	128.70	15.22	0.2602	17.520	0.10480	0.004625	0.14170	0.2128	0.02137	0.4089	30.62	1.205	42.79	NaN
563	1347.0	118.80	1819.0	0.22360	0.043100	0.41860	0.14740	0.02624	0.25420	0.31740	0.07845	0.6599	M	0.06879	0.006213	0.09873	926125	143.00	8.758	179.10	20.92	0.9622	24.290	0.10990	0.006399	0.14070	0.2149	0.02057	0.2929	25.09	1.026	29.41	NaN
564	1479.0	158.70	2027.0	0.11590	0.028910	0.21130	0.13890	0.02454	0.22160	0.24390	0.05198	0.4107	M	0.05623	0.004239	0.07115	926424	142.00	7.673	166.10	21.56	1.1760	25.450	0.11100	0.010300	0.14100	0.1726	0.01114	0.2060	22.39	1.256	26.40	NaN
565	1261.0	99.04	1731.0	0.10340	0.024230	0.19220	0.09791	0.01678	0.16280	0.14400	0.03950	0.3215	M	0.05533	0.002498	0.06637	926682	131.20	5.203	155.00	20.13	0.7655	23.690	0.09780	0.005769	0.11660	0.1752	0.01898	0.2572	28.25	2.463	38.25	NaN
566	858.1	48.55	1124.0	0.10230	0.037310	0.30940	0.05302	0.01557	0.14180	0.09251	0.04730	0.3403	M	0.05648	0.003892	0.07820	926954	108.30	3.425	126.70	16.60	0.4564	18.980	0.08455	0.005903	0.11390	0.1590	0.01318	0.2218	28.08	1.075	34.12	NaN
567	1265.0	86.22	1821.0	0.27700	0.061580	0.86810	0.15200	0.01664	0.26500	0.35140	0.07117	0.9387	M	0.07016	0.006185	0.12400	927241	140.10	5.772	184.60	20.60	0.7260	25.740	0.11780	0.006522	0.16500	0.2397	0.02324	0.4087	29.33	1.595	39.42	NaN
568	181.0	19.15	268.6	0.04362	0.004660	0.06444	0.00000	0.00000	0.00000	0.00000	0.00000	0.0000	B	0.05884	0.002783	0.07039	92751	47.92	2.548	59.16	7.76	0.3857	9.456	0.05263	0.007189	0.08996	0.1587	0.02676	0.2871	24.54	1.428	30.37	NaN

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows